AI RESEARCH
Learning Transferable Topology Priors for Multi-Agent LLM Collaboration Across Domains
arXiv CS.CL
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ArXi:2605.17359v1 Announce Type: new Large language model (LLM)-based multi-agent systems have shown strong potential for complex reasoning by coordinating specialized agents through structured communication. However, existing topology-evolution methods typically construct or optimize a collaboration topology for each query from scratch, leading to substantial online search overhead, high inference-time token consumption, and limited scalability in multi-domain settings.